Fix training and finalize dataset page

scripts/06static/autogluon.sh

@@ -0,0 +1,37 @@
+#!/bin/bash
+
+# Run some trainings on synopsis datasets for all different tasks + targets + grids + models
+
+# Check if running inside the pixi environment
+which autogluon >/dev/null 2>&1
+if [ $? -ne 0 ]; then
+    echo "This script must be run inside the pixi environment."
+    exit 1
+fi
+
+for grid in hex healpix; do
+    if [ "$grid" = "hex" ]; then
+        levels=(3 4 5 6)
+    else
+        levels=(6 7 8 9 10)
+    fi
+    for level in "${levels[@]}"; do
+        # Only apply ERA5 filter for hex-3, hex-4, healpix-6 and healpix-7
+        if { [ "$grid" = "hex" ] && { [ "$level" -eq 3 ] || [ "$level" -eq 4 ]; }; } || { [ "$grid" = "healpix" ] && { [ "$level" -eq 6 ] || [ "$level" -eq 7 ]; }; }; then
+            era5_dimension_filters="--dimension-filters.ERA5-shoulder.aggregations=median --dimension-filters.ERA5-seasonal.aggregations=median --dimension-filters.ERA5-yearly.aggregations=median"
+        else
+            era5_dimension_filters=""
+        fi
+
+        for target in darts_v1 darts_mllabels; do
+            for task in binary density count; do
+                echo
+                echo "----------------------------------------"
+                echo "Running autogluon training for grid=$grid, level=$level, target=$target, task=$task"
+                autogluon --grid "$grid" --level "$level" --target "$target" --task "$task" --time-limit 600 --temporal-mode synopsis --experiment "static-variables-autogluon" --dimension-filters.ArcticDEM.aggregations=median --dimension-filters.AlphaEarth.agg=median $era5_dimension_filters
+                echo "----------------------------------------"
+                echo
+            done
+        done
+    done
+done